{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n",
      "/usr/lib/python2.7/dist-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Dropout, Activation, Flatten\n",
    "from keras.layers import Conv2D, MaxPooling2D, Lambda\n",
    "from keras.layers import Dense\n",
    "from keras.wrappers.scikit_learn import KerasClassifier\n",
    "from keras.utils import np_utils\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.cross_validation import train_test_split\n",
    "from sklearn.metrics import roc_curve, auc, classification_report\n",
    "import csv\n",
    "import cv2\n",
    "import scipy\n",
    "import os\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "BASE_PATH = '/home/diam/Desktop/WBC_Test_Images/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_filename_for_index(index):\n",
    "    PREFIX = 'Original_Images/BloodImage_'\n",
    "    num_zeros = 5 - len(index)\n",
    "    path = '0' * num_zeros + index\n",
    "    return PREFIX + path + '.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "reader = csv.reader(open(BASE_PATH + 'labels.csv'))\n",
    "# skip the header\n",
    "next(reader)\n",
    "\n",
    "X = []\n",
    "y = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/ipykernel_launcher.py:8: DeprecationWarning: `imresize` is deprecated!\n",
      "`imresize` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``skimage.transform.resize`` instead.\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "for row in reader:\n",
    "    label = row[2]\n",
    "    if len(label) > 0:\n",
    "        filename = get_filename_for_index(row[1])\n",
    "        img_file = cv2.imread(BASE_PATH + filename)\n",
    "        if img_file is not None:\n",
    "            img_file = cv2.cvtColor(img_file, cv2.COLOR_BGR2RGB)\n",
    "            img_file = scipy.misc.imresize(arr=img_file, size=(240, 320, 3))\n",
    "            img_arr = np.asarray(img_file)\n",
    "            X.append(img_arr)\n",
    "            y.append(label)\n",
    "        else:\n",
    "            print(\"No file found\", BASE_PATH + filename)\n",
    "\n",
    "\n",
    "X = np.asarray(X)\n",
    "y = np.asarray(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "##train_test_split from scikit learn. t_t_s(*arrays, **options)\n",
    "#test_size = if float, should be b/w 0.0-1.0, represents proportion dataset\n",
    "#included in train size. default = 0.25\n",
    "#random_state = int (seed). default = NONE.\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=10)\n",
    "#X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "##make 4 lists of subset x values for each bc type in the x_train dataset \n",
    "poly_samples = X_train[np.where(y_train == 'POLYNUCLEAR')]\n",
    "poly_samples = np.array(poly_samples)\n",
    "mono_samples = X_train[np.where(y_train == 'MONONUCLEAR')]\n",
    "mono_samples = np.array(mono_samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "poly_augmented = np.array((poly_samples[:])*(6)-7)\n",
    "\n",
    "poly_augmented_full = np.concatenate((poly_samples, poly_augmented))\n",
    "\n",
    "###ADDING Y-VALUES\n",
    "\n",
    "#poly_augmented_full_label = np.zeros(len(poly_augmented_full))\n",
    "#poly_augmented_full_label[:] = str('POLYNUCLEAR')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# note: \n",
    "-  When pulling images from a list, use code above to add y-values to new images, then concatonate. \n",
    "-  When pulling images from a folder, save images to labeled folder. Easier method, but could cause complications when switching to alternate truthing methods/data type (multi-class -> continuous). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "samples\n",
      "252\n",
      "augmented\n",
      "252\n",
      "augmented FULL\n",
      "504\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fbb7059d750>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbb74062a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"samples\")\n",
    "print(len(poly_samples))\n",
    "print(\"augmented\")\n",
    "print(len(poly_augmented))\n",
    "print(\"augmented FULL\")\n",
    "print(len(poly_augmented_full))\n",
    "#showing image index '5', random chosen number\n",
    "#struggling to show list of all 75 images (0-74)\n",
    "plt.imshow(poly_augmented_full[5])\n",
    "#plt.imshow(poly_augmented[5])\n",
    "#plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
